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Improved some aesthetics of the README file.
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SinghRavin committed Mar 29, 2023
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12 changes: 8 additions & 4 deletions README.md
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Expand Up @@ -17,16 +17,20 @@ considered. The mathematical equation involved are given below,

FeedForward:

\[H\] = sigma(\[W_IH\].\[I\] + \[B_H\]) \[O\] =
\[H\] = sigma(\[W_IH\].\[I\] + \[B_H\])
\[O\] =
sigma(\[W_HO\].\[H\] + \[B_O\])

Backpropagation:

\[delta_W\_HO\] =
(learning_rate)\[Output_Errors\]x\[O(1-O)\].\[H_tranpose\]
(learning_rate)\[Output_Errors\]x\[O(1-O)\].\[H_tranpose\]

\[delta_W\_IH\] =
(learning_rate)\[Hiddden_Errors\]x\[H(1-H)\].\[I_tranpose\]
\[delta_B\_O\] = (learning_rate)\[Output_Errors\]x\[O(1-O)\]
(learning_rate)\[Hiddden_Errors\]x\[H(1-H)\].\[I_tranpose\]

\[delta_B\_O\] = (learning_rate)\[Output_Errors\]x\[O(1-O)\]

\[delta_B\_H\] = (learning_rate)\[Hidden_Errors\]x\[H(1-H)\]

Where, \[\] represents the matrix, x represents the Hadamard
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